torch, torchvision, cv2, livelossplot, unzip
Use run.sh to format tiny-imagenet into pytorch dataset format.
cv2 must be installed before executing ./run.sh
Trouble shooting with OpenCV here
Train tiny-imagenet dataset on ResNet18 using pretrained weight
Resize tiny-imagenet dataset to 224x224 and train on ResNet18 using pretrained weight
Finetune few layers, and use pretrained weight from 224x224 trained model to retrain 64x64 image on ResNet18
| Model | Test Result | Input size | pretrained weight |
|---|---|---|---|
| AlexNet | 35.88% | 64x64 | ImageNet |
| ResNet18 | 53.58% | 64x64 | ImageNet |
| ResNet18 | 69.62% | 224x224 | ImageNet |
| ResNet18 | 69.80% | 64x64 | Model Above |